Efficiently meaningful word extraction from hashtag

Twitter hash-tags are concatenated strings (eg. #ilovestackoverflow).I want to extract meaningful words from hashtags. One naive way of doing this is to use a trie and find as many words as possible. But this trie method does not give good split. Is there any efficient algorithm to do this.